Overview

Dataset info

Number of variables44
Number of observations125972
Missing cells0 (0.0%)
Duplicate rows9 (< 0.1%)
Total size in memory67.7 MiB
Average record size in memory563.5 B

Variables types

NUM29
CAT8
BOOL7

Reproduction info

Date of analysis2020-04-20 19:16:27.333482
Versionpandas-profiling v2.4.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download Configurationconfig.yaml

Warnings

Dataset has 9 (< 0.1%) duplicate rows Warning
diff_srv_rate has 76216 (60.5%) zeros Zeros
dst_bytes is highly skewed (γ1 = 290.0517595) Skewed
dst_bytes has 67966 (54.0%) zeros Zeros
dst_host_diff_srv_rate has 46989 (37.3%) zeros Zeros
dst_host_rerror_rate has 103178 (81.9%) zeros Zeros
dst_host_same_src_port_rate has 63023 (50.0%) zeros Zeros
dst_host_same_srv_rate has 6927 (5.5%) zeros Zeros
dst_host_serror_rate has 81385 (64.6%) zeros Zeros
dst_host_srv_diff_host_rate has 86903 (69.0%) zeros Zeros
dst_host_srv_rerror_rate has 106615 (84.6%) zeros Zeros
dst_host_srv_serror_rate has 85359 (67.8%) zeros Zeros
duration has 115954 (92.0%) zeros Zeros
hot has 123301 (97.9%) zeros Zeros
num_access_files is highly skewed (γ1 = 45.55478025) Skewed
num_access_files has 125601 (99.7%) zeros Zeros
num_compromised is highly skewed (γ1 = 250.1068908) Skewed
num_compromised has 124686 (99.0%) zeros Zeros
num_failed_logins is highly skewed (γ1 = 53.76421073) Skewed
num_failed_logins has 125850 (99.9%) zeros Zeros
num_file_creations is highly skewed (γ1 = 55.66511972) Skewed
num_file_creations has 125685 (99.8%) zeros Zeros
num_outbound_cmds has constant value "0" Rejected
num_root is highly skewed (γ1 = 236.9127838) Skewed
num_root has 125323 (99.5%) zeros Zeros
rerror_rate has 109782 (87.1%) zeros Zeros
same_srv_rate has 2766 (2.2%) zeros Zeros
serror_rate has 86828 (68.9%) zeros Zeros
service has a high cardinality: 70 distinct values Warning
src_bytes is highly skewed (γ1 = 190.6685901) Skewed
src_bytes has 49392 (39.2%) zeros Zeros
srv_diff_host_rate has 97573 (77.5%) zeros Zeros
srv_rerror_rate has 109766 (87.1%) zeros Zeros
srv_serror_rate has 88753 (70.5%) zeros Zeros
dst_host_srv_rerror_rate is highly correlated with dst_host_rerror_rate and 2 other fieldsHigh Correlation
dst_host_rerror_rate is highly correlated with dst_host_srv_rerror_rate and 2 other fieldsHigh Correlation
dst_host_srv_serror_rate is highly correlated with dst_host_serror_rate and 2 other fieldsHigh Correlation
dst_host_serror_rate is highly correlated with dst_host_srv_serror_rate and 2 other fieldsHigh Correlation
num_root is highly correlated with num_compromisedHigh Correlation
num_compromised is highly correlated with num_rootHigh Correlation
rerror_rate is highly correlated with dst_host_rerror_rate and 2 other fieldsHigh Correlation
serror_rate is highly correlated with dst_host_serror_rate and 2 other fieldsHigh Correlation
srv_rerror_rate is highly correlated with dst_host_rerror_rate and 2 other fieldsHigh Correlation
srv_serror_rate is highly correlated with dst_host_serror_rate and 2 other fieldsHigh Correlation
service is highly correlated with protocol_typeHigh Correlation
protocol_type is highly correlated with serviceHigh Correlation

Variables

Attack_class
Categorical

Distinct count5
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size984.3 KiB
normal
67342
DOS
45927
PROBE
 
11656
R2L
 
995
U2R
 
52
ValueCountFrequency (%) 
normal 67342 53.5%
 
DOS 45927 36.5%
 
PROBE 11656 9.3%
 
R2L 995 0.8%
 
U2R 52 < 0.1%
 

Composition

Contains charsTrue
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length6
Mean length4.788794335
Min length3
Scatter
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size984.3 KiB
0
67342
1
58630
ValueCountFrequency (%) 
0 67342 53.5%
 
1 58630 46.5%
 

count
Real number (ℝ≥0)

Distinct count512
Unique (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean84.10820659
Minimum0
Maximum511
Zeros13
Zeros (%)< 0.1%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q12
median14
Q3143
95-th percentile286
Maximum511
Range511
Interquartile range (IQR)141

Descriptive statistics

Standard deviation114.5088282
Coefficient of variation (CV)1.361446556
Kurtosis2.006881181
Mean84.10820659
Median Absolute Deviation (MAD)93.68954069
Skewness1.514263629
Sum10595279
Variance13112.27173
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 4.825e+02 5.075e+02 5.085e+02 5.105e+02 5.110e+02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 27763 22.0%
 
2 9473 7.5%
 
3 3962 3.1%
 
4 3550 2.8%
 
5 2980 2.4%
 
6 2413 1.9%
 
7 2325 1.8%
 
8 1902 1.5%
 
9 1712 1.4%
 
10 1610 1.3%
 
Other values (502) 68282 54.2%
 
ValueCountFrequency (%) 
0 13 < 0.1%
 
1 27763 22.0%
 
2 9473 7.5%
 
3 3962 3.1%
 
4 3550 2.8%
 
ValueCountFrequency (%) 
511 1437 1.1%
 
510 307 0.2%
 
509 243 0.2%
 
508 31 < 0.1%
 
507 6 < 0.1%
 

diff_srv_rate
Real number (ℝ≥0)

ZEROS
Distinct count95
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.06305313879
Minimum0
Maximum1
Zeros76216
Zeros (%)60.5%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30.06
95-th percentile0.29
Maximum1
Range1
Interquartile range (IQR)0.06

Descriptive statistics

Standard deviation0.1803150357
Coefficient of variation (CV)2.859731318
Kurtosis18.89929202
Mean0.06305313879
Median Absolute Deviation (MAD)0.08005656313
Skewness4.379796406
Sum7942.93
Variance0.0325135121
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.035 0.045 ... 0.935 0.965 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 76216 60.5%
 
0.06 18998 15.1%
 
0.07 9515 7.6%
 
0.05 6887 5.5%
 
1 3438 2.7%
 
0.08 1883 1.5%
 
0.01 1013 0.8%
 
0.09 645 0.5%
 
0.04 627 0.5%
 
0.5 549 0.4%
 
Other values (85) 6201 4.9%
 
ValueCountFrequency (%) 
0 76216 60.5%
 
0.01 1013 0.8%
 
0.02 264 0.2%
 
0.03 282 0.2%
 
0.04 627 0.5%
 
ValueCountFrequency (%) 
1 3438 2.7%
 
0.99 39 < 0.1%
 
0.98 6 < 0.1%
 
0.97 7 < 0.1%
 
0.96 29 < 0.1%
 

dst_bytes
Real number (ℝ≥0)

SKEWED
ZEROS
Distinct count9326
Unique (%)7.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean19779.27143
Minimum0
Maximum1309937401
Zeros67966
Zeros (%)54.0%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q3516
95-th percentile8314
Maximum1309937401
Range1309937401
Interquartile range (IQR)516

Descriptive statistics

Standard deviation4021285.112
Coefficient of variation (CV)203.3080503
Kurtosis90941.01261
Mean19779.27143
Median Absolute Deviation (MAD)37014.43081
Skewness290.0517595
Sum2491634381
Variance1.617073395e+13
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.0000000e+00 5.0000000e-01 2.0000000e+00 3.5000000e+00 4.5000000e+00 ... 5.1306940e+06 5.1507810e+06 5.1511015e+06 5.1546195e+06 1.3099374e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 67966 54.0%
 
105 1497 1.2%
 
8314 888 0.7%
 
330 528 0.4%
 
331 512 0.4%
 
44 511 0.4%
 
42 478 0.4%
 
328 470 0.4%
 
332 469 0.4%
 
4 454 0.4%
 
Other values (9316) 52199 41.4%
 
ValueCountFrequency (%) 
0 67966 54.0%
 
1 22 < 0.1%
 
3 1 < 0.1%
 
4 454 0.4%
 
5 4 < 0.1%
 
ValueCountFrequency (%) 
1309937401 1 < 0.1%
 
400291060 2 < 0.1%
 
7028652 1 < 0.1%
 
5155468 1 < 0.1%
 
5153771 1 < 0.1%
 

dst_host_count
Real number (ℝ≥0)

Distinct count256
Unique (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean182.1491998
Minimum0
Maximum255
Zeros3
Zeros (%)< 0.1%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile3
Q182
median255
Q3255
95-th percentile255
Maximum255
Range255
Interquartile range (IQR)173

Descriptive statistics

Standard deviation99.20656545
Coefficient of variation (CV)0.5446445307
Kurtosis-1.065776439
Mean182.1491998
Median Absolute Deviation (MAD)89.49149907
Skewness-0.8334428596
Sum22945699
Variance9841.942628
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 ... 130.5 178.5 217.5 254.5 255. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
255 74099 58.8%
 
1 3119 2.5%
 
2 2733 2.2%
 
3 1280 1.0%
 
4 1198 1.0%
 
5 723 0.6%
 
6 701 0.6%
 
7 645 0.5%
 
8 595 0.5%
 
9 578 0.5%
 
Other values (246) 40301 32.0%
 
ValueCountFrequency (%) 
0 3 < 0.1%
 
1 3119 2.5%
 
2 2733 2.2%
 
3 1280 1.0%
 
4 1198 1.0%
 
ValueCountFrequency (%) 
255 74099 58.8%
 
254 70 0.1%
 
253 89 0.1%
 
252 77 0.1%
 
251 90 0.1%
 

dst_host_diff_srv_rate
Real number (ℝ≥0)

ZEROS
Distinct count101
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08295152891
Minimum0
Maximum1
Zeros46989
Zeros (%)37.3%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0.02
Q30.07
95-th percentile0.56
Maximum1
Range1
Interquartile range (IQR)0.07

Descriptive statistics

Standard deviation0.1889224909
Coefficient of variation (CV)2.277504626
Kurtosis12.6342728
Mean0.08295152891
Median Absolute Deviation (MAD)0.09559565757
Skewness3.609582931
Sum10449.57
Variance0.03569170755
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.915 0.945 0.975 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 46989 37.3%
 
0.07 16570 13.2%
 
0.06 9787 7.8%
 
0.01 9295 7.4%
 
0.05 7321 5.8%
 
0.08 7001 5.6%
 
0.02 6716 5.3%
 
0.03 3562 2.8%
 
0.04 3091 2.5%
 
0.09 2569 2.0%
 
Other values (91) 13071 10.4%
 
ValueCountFrequency (%) 
0 46989 37.3%
 
0.01 9295 7.4%
 
0.02 6716 5.3%
 
0.03 3562 2.8%
 
0.04 3091 2.5%
 
ValueCountFrequency (%) 
1 2139 1.7%
 
0.99 31 < 0.1%
 
0.98 35 < 0.1%
 
0.97 86 0.1%
 
0.96 63 0.1%
 

dst_host_rerror_rate
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count101
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1188323596
Minimum0
Maximum1
Zeros103178
Zeros (%)81.9%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3065586135
Coefficient of variation (CV)2.579757017
Kurtosis3.692684133
Mean0.1188323596
Median Absolute Deviation (MAD)0.2018469686
Skewness2.347432672
Sum14969.55
Variance0.09397818348
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.885 0.925 0.975 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 103178 81.9%
 
1 10298 8.2%
 
0.01 1800 1.4%
 
0.02 1222 1.0%
 
0.03 497 0.4%
 
0.05 408 0.3%
 
0.04 397 0.3%
 
0.91 267 0.2%
 
0.92 257 0.2%
 
0.89 244 0.2%
 
Other values (91) 7404 5.9%
 
ValueCountFrequency (%) 
0 103178 81.9%
 
0.01 1800 1.4%
 
0.02 1222 1.0%
 
0.03 497 0.4%
 
0.04 397 0.3%
 
ValueCountFrequency (%) 
1 10298 8.2%
 
0.99 52 < 0.1%
 
0.98 68 0.1%
 
0.97 106 0.1%
 
0.96 168 0.1%
 

dst_host_same_src_port_rate
Real number (ℝ≥0)

ZEROS
Distinct count101
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1483786873
Minimum0
Maximum1
Zeros63023
Zeros (%)50.0%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30.06
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0.06

Descriptive statistics

Standard deviation0.3089983508
Coefficient of variation (CV)2.08249821
Kurtosis2.76236142
Mean0.1483786873
Median Absolute Deviation (MAD)0.2177552202
Skewness2.087032943
Sum18691.56
Variance0.09547998081
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.815 0.945 0.965 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 63023 50.0%
 
0.01 17657 14.0%
 
1 10307 8.2%
 
0.02 5743 4.6%
 
0.03 3278 2.6%
 
0.04 2096 1.7%
 
0.05 1664 1.3%
 
0.06 1299 1.0%
 
0.08 1086 0.9%
 
0.5 1077 0.9%
 
Other values (91) 18742 14.9%
 
ValueCountFrequency (%) 
0 63023 50.0%
 
0.01 17657 14.0%
 
0.02 5743 4.6%
 
0.03 3278 2.6%
 
0.04 2096 1.7%
 
ValueCountFrequency (%) 
1 10307 8.2%
 
0.99 139 0.1%
 
0.98 192 0.2%
 
0.97 145 0.1%
 
0.96 229 0.2%
 

dst_host_same_srv_rate
Real number (ℝ≥0)

ZEROS
Distinct count101
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.5212444829
Minimum0
Maximum1
Zeros6927
Zeros (%)5.5%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.05
median0.51
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0.95

Descriptive statistics

Standard deviation0.4489500549
Coefficient of variation (CV)0.8613041858
Kurtosis-1.884046597
Mean0.5212444829
Median Absolute Deviation (MAD)0.4355818772
Skewness-0.01046288591
Sum65662.21
Variance0.2015561518
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.965 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 49059 38.9%
 
0.01 7780 6.2%
 
0 6927 5.5%
 
0.02 6593 5.2%
 
0.07 5672 4.5%
 
0.04 5208 4.1%
 
0.05 4951 3.9%
 
0.03 4049 3.2%
 
0.06 3444 2.7%
 
0.08 2816 2.2%
 
Other values (91) 29473 23.4%
 
ValueCountFrequency (%) 
0 6927 5.5%
 
0.01 7780 6.2%
 
0.02 6593 5.2%
 
0.03 4049 3.2%
 
0.04 5208 4.1%
 
ValueCountFrequency (%) 
1 49059 38.9%
 
0.99 688 0.5%
 
0.98 821 0.7%
 
0.97 478 0.4%
 
0.96 675 0.5%
 

dst_host_serror_rate
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count101
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2844547201
Minimum0
Maximum1
Zeros81385
Zeros (%)64.6%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.4447850937
Coefficient of variation (CV)1.563641108
Kurtosis-1.047019322
Mean0.2844547201
Median Absolute Deviation (MAD)0.3992369211
Skewness0.9659400321
Sum35833.33
Variance0.1978337796
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.925 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 81385 64.6%
 
1 33562 26.6%
 
0.01 3345 2.7%
 
0.02 1158 0.9%
 
0.03 711 0.6%
 
0.09 419 0.3%
 
0.08 413 0.3%
 
0.04 372 0.3%
 
0.99 304 0.2%
 
0.05 298 0.2%
 
Other values (91) 4005 3.2%
 
ValueCountFrequency (%) 
0 81385 64.6%
 
0.01 3345 2.7%
 
0.02 1158 0.9%
 
0.03 711 0.6%
 
0.04 372 0.3%
 
ValueCountFrequency (%) 
1 33562 26.6%
 
0.99 304 0.2%
 
0.98 169 0.1%
 
0.97 100 0.1%
 
0.96 102 0.1%
 

dst_host_srv_count
Real number (ℝ≥0)

Distinct count256
Unique (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean115.6537246
Minimum0
Maximum255
Zeros3
Zeros (%)< 0.1%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q110
median63
Q3255
95-th percentile255
Maximum255
Range255
Interquartile range (IQR)245

Descriptive statistics

Standard deviation110.7028855
Coefficient of variation (CV)0.9571925666
Kurtosis-1.756342466
Mean115.6537246
Median Absolute Deviation (MAD)105.1588751
Skewness0.2837071842
Sum14569131
Variance12255.12886
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 251.5 252.5 253.5 254.5 255. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
255 35993 28.6%
 
1 8449 6.7%
 
2 5161 4.1%
 
3 2768 2.2%
 
4 2488 2.0%
 
5 2336 1.9%
 
20 2300 1.8%
 
254 2238 1.8%
 
6 2222 1.8%
 
19 2190 1.7%
 
Other values (246) 59827 47.5%
 
ValueCountFrequency (%) 
0 3 < 0.1%
 
1 8449 6.7%
 
2 5161 4.1%
 
3 2768 2.2%
 
4 2488 2.0%
 
ValueCountFrequency (%) 
255 35993 28.6%
 
254 2238 1.8%
 
253 472 0.4%
 
252 213 0.2%
 
251 402 0.3%
 

dst_host_srv_diff_host_rate
Real number (ℝ≥0)

ZEROS
Distinct count75
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0325427079
Minimum0
Maximum1
Zeros86903
Zeros (%)69.0%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30.02
95-th percentile0.18
Maximum1
Range1
Interquartile range (IQR)0.02

Descriptive statistics

Standard deviation0.1125642143
Coefficient of variation (CV)3.458968893
Kurtosis35.77292827
Mean0.0325427079
Median Absolute Deviation (MAD)0.04923154286
Skewness5.548151304
Sum4099.47
Variance0.01267070235
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.685 0.74 0.765 0.985 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 86903 69.0%
 
0.02 7952 6.3%
 
0.01 7146 5.7%
 
0.03 4723 3.7%
 
0.04 4518 3.6%
 
0.05 3048 2.4%
 
0.5 1550 1.2%
 
0.06 1330 1.1%
 
0.07 1036 0.8%
 
0.25 951 0.8%
 
Other values (65) 6815 5.4%
 
ValueCountFrequency (%) 
0 86903 69.0%
 
0.01 7146 5.7%
 
0.02 7952 6.3%
 
0.03 4723 3.7%
 
0.04 4518 3.6%
 
ValueCountFrequency (%) 
1 691 0.5%
 
0.97 2 < 0.1%
 
0.93 1 < 0.1%
 
0.88 1 < 0.1%
 
0.86 2 < 0.1%
 

dst_host_srv_rerror_rate
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count101
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1202408472
Minimum0
Maximum1
Zeros106615
Zeros (%)84.6%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3194604788
Coefficient of variation (CV)2.656838224
Kurtosis3.520596682
Mean0.1202408472
Median Absolute Deviation (MAD)0.2085520483
Skewness2.337912407
Sum15146.98
Variance0.1020549975
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.055 ... 0.905 0.935 0.975 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 106615 84.6%
 
1 13231 10.5%
 
0.01 1390 1.1%
 
0.02 580 0.5%
 
0.03 352 0.3%
 
0.05 351 0.3%
 
0.04 344 0.3%
 
0.98 189 0.2%
 
0.99 188 0.1%
 
0.06 185 0.1%
 
Other values (91) 2547 2.0%
 
ValueCountFrequency (%) 
0 106615 84.6%
 
0.01 1390 1.1%
 
0.02 580 0.5%
 
0.03 352 0.3%
 
0.04 344 0.3%
 
ValueCountFrequency (%) 
1 13231 10.5%
 
0.99 188 0.1%
 
0.98 189 0.2%
 
0.97 103 0.1%
 
0.96 78 0.1%
 

dst_host_srv_serror_rate
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count100
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2784867272
Minimum0
Maximum1
Zeros85359
Zeros (%)67.8%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.4456702021
Coefficient of variation (CV)1.600328341
Kurtosis-1.00801633
Mean0.2784867272
Median Absolute Deviation (MAD)0.3988931234
Skewness0.991721361
Sum35081.53
Variance0.1986219291
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.675 0.905 0.955 0.99 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 85359 67.8%
 
1 34256 27.2%
 
0.01 3762 3.0%
 
0.02 640 0.5%
 
0.03 160 0.1%
 
0.04 111 0.1%
 
0.5 107 0.1%
 
0.05 76 0.1%
 
0.08 72 0.1%
 
0.07 71 0.1%
 
Other values (90) 1358 1.1%
 
ValueCountFrequency (%) 
0 85359 67.8%
 
0.01 3762 3.0%
 
0.02 640 0.5%
 
0.03 160 0.1%
 
0.04 111 0.1%
 
ValueCountFrequency (%) 
1 34256 27.2%
 
0.98 53 < 0.1%
 
0.97 56 < 0.1%
 
0.96 44 < 0.1%
 
0.95 26 < 0.1%
 

duration
Real number (ℝ≥0)

ZEROS
Distinct count2981
Unique (%)2.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean287.1469295
Minimum0
Maximum42908
Zeros115954
Zeros (%)92.0%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4
Maximum42908
Range42908
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2604.525522
Coefficient of variation (CV)9.070358254
Kurtosis156.0755362
Mean287.1469295
Median Absolute Deviation (MAD)558.129652
Skewness11.8801818
Sum36172473
Variance6783553.195
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 2.5000e+00 3.5000e+00 ... 2.7820e+04 3.0047e+04 3.2294e+04 3.6101e+04 4.2908e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 115954 92.0%
 
1 1989 1.6%
 
2 843 0.7%
 
3 557 0.4%
 
4 351 0.3%
 
5 298 0.2%
 
27 197 0.2%
 
6 193 0.2%
 
28 181 0.1%
 
7 127 0.1%
 
Other values (2971) 5282 4.2%
 
ValueCountFrequency (%) 
0 115954 92.0%
 
1 1989 1.6%
 
2 843 0.7%
 
3 557 0.4%
 
4 351 0.3%
 
ValueCountFrequency (%) 
42908 1 < 0.1%
 
42888 1 < 0.1%
 
42862 1 < 0.1%
 
42837 1 < 0.1%
 
42804 1 < 0.1%
 

flag
Categorical

Distinct count11
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size984.3 KiB
SF
74944
S0
34851
REJ
 
11233
RSTR
 
2421
RSTO
 
1562
Other values (6)
 
961
ValueCountFrequency (%) 
SF 74944 59.5%
 
S0 34851 27.7%
 
REJ 11233 8.9%
 
RSTR 2421 1.9%
 
RSTO 1562 1.2%
 
S1 365 0.3%
 
SH 271 0.2%
 
S2 127 0.1%
 
RSTOS0 103 0.1%
 
S3 49 < 0.1%
 

Composition

Contains charsTrue
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length6
Mean length2.156042613
Min length2
Scatter

hot
Real number (ℝ≥0)

ZEROS
Distinct count28
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2044105039
Minimum0
Maximum77
Zeros123301
Zeros (%)97.9%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum77
Range77
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2.14997689
Coefficient of variation (CV)10.51793743
Kurtosis168.0128936
Mean0.2044105039
Median Absolute Deviation (MAD)0.4001527251
Skewness12.58983526
Sum25750
Variance4.622400628
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 21.5 24.5 26.5 31.5 77. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 123301 97.9%
 
2 1037 0.8%
 
1 369 0.3%
 
28 277 0.2%
 
30 256 0.2%
 
4 173 0.1%
 
6 140 0.1%
 
5 76 0.1%
 
24 68 0.1%
 
19 57 < 0.1%
 
Other values (18) 218 0.2%
 
ValueCountFrequency (%) 
0 123301 97.9%
 
1 369 0.3%
 
2 1037 0.8%
 
3 54 < 0.1%
 
4 173 0.1%
 
ValueCountFrequency (%) 
77 1 < 0.1%
 
44 2 < 0.1%
 
33 1 < 0.1%
 
30 256 0.2%
 
28 277 0.2%
 
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size984.3 KiB
0
124785
1
 
1187
ValueCountFrequency (%) 
0 124785 99.1%
 
1 1187 0.9%
 
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size984.3 KiB
0
125971
1
 
1
ValueCountFrequency (%) 
0 125971 > 99.9%
 
1 1 < 0.1%
 

land
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size984.3 KiB
0
125947
1
 
25
ValueCountFrequency (%) 
0 125947 > 99.9%
 
1 25 < 0.1%
 

last_flag
Real number (ℝ≥0)

Distinct count22
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean19.50405646
Minimum0
Maximum21
Zeros66
Zeros (%)0.1%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile15
Q118
median20
Q321
95-th percentile21
Maximum21
Range21
Interquartile range (IQR)3

Descriptive statistics

Standard deviation2.291511608
Coefficient of variation (CV)0.1174889754
Kurtosis13.36913405
Mean19.50405646
Median Absolute Deviation (MAD)1.638019504
Skewness-2.896759931
Sum2456965
Variance5.251025451
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 5.5 8.5 10.5 ... 17.5 18.5 19.5 20.5 21. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
21 62557 49.7%
 
18 20667 16.4%
 
20 19338 15.4%
 
19 10284 8.2%
 
15 3990 3.2%
 
17 3074 2.4%
 
16 2393 1.9%
 
12 729 0.6%
 
14 674 0.5%
 
11 641 0.5%
 
Other values (12) 1625 1.3%
 
ValueCountFrequency (%) 
0 66 0.1%
 
1 62 < 0.1%
 
2 54 < 0.1%
 
3 65 0.1%
 
4 79 0.1%
 
ValueCountFrequency (%) 
21 62557 49.7%
 
20 19338 15.4%
 
19 10284 8.2%
 
18 20667 16.4%
 
17 3074 2.4%
 

logged_in
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size984.3 KiB
0
76120
1
49852
ValueCountFrequency (%) 
0 76120 60.4%
 
1 49852 39.6%
 

num_access_files
Real number (ℝ≥0)

SKEWED
ZEROS
Distinct count10
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.00409614835
Minimum0
Maximum9
Zeros125601
Zeros (%)99.7%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum9
Range9
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.09936994949
Coefficient of variation (CV)24.25936294
Kurtosis2862.781626
Mean0.00409614835
Median Absolute Deviation (MAD)0.008168169577
Skewness45.55478025
Sum516
Variance0.009874386862
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 9. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 125601 99.7%
 
1 313 0.2%
 
2 29 < 0.1%
 
3 8 < 0.1%
 
5 6 < 0.1%
 
4 5 < 0.1%
 
6 4 < 0.1%
 
8 3 < 0.1%
 
7 2 < 0.1%
 
9 1 < 0.1%
 
ValueCountFrequency (%) 
0 125601 99.7%
 
1 313 0.2%
 
2 29 < 0.1%
 
3 8 < 0.1%
 
4 5 < 0.1%
 
ValueCountFrequency (%) 
9 1 < 0.1%
 
8 3 < 0.1%
 
7 2 < 0.1%
 
6 4 < 0.1%
 
5 6 < 0.1%
 

num_compromised
Real number (ℝ≥0)

SKEWED
ZEROS
HIGH CORRELATION
Distinct count88
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2792525323
Minimum0
Maximum7479
Zeros124686
Zeros (%)99.0%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum7479
Range7479
Interquartile range (IQR)0

Descriptive statistics

Standard deviation23.94213726
Coefficient of variation (CV)85.73650904
Kurtosis75955.62481
Mean0.2792525323
Median Absolute Deviation (MAD)0.5528034999
Skewness250.1068908
Sum35178
Variance573.2259366
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 4.500e+00 6.500e+00 2.250e+01 2.095e+02 9.635e+02 7.479e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 124686 99.0%
 
1 976 0.8%
 
2 98 0.1%
 
4 40 < 0.1%
 
3 38 < 0.1%
 
6 19 < 0.1%
 
5 17 < 0.1%
 
7 5 < 0.1%
 
9 3 < 0.1%
 
8 3 < 0.1%
 
Other values (78) 87 0.1%
 
ValueCountFrequency (%) 
0 124686 99.0%
 
1 976 0.8%
 
2 98 0.1%
 
3 38 < 0.1%
 
4 40 < 0.1%
 
ValueCountFrequency (%) 
7479 1 < 0.1%
 
1739 1 < 0.1%
 
1043 1 < 0.1%
 
884 2 < 0.1%
 
809 1 < 0.1%
 

num_failed_logins
Real number (ℝ≥0)

SKEWED
ZEROS
Distinct count6
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.001222493888
Minimum0
Maximum5
Zeros125850
Zeros (%)99.9%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum5
Range5
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.04523931841
Coefficient of variation (CV)37.00576246
Kurtosis3869.038558
Mean0.001222493888
Median Absolute Deviation (MAD)0.00244261988
Skewness53.76421073
Sum154
Variance0.00204659593
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 125850 99.9%
 
1 104 0.1%
 
2 9 < 0.1%
 
3 5 < 0.1%
 
4 3 < 0.1%
 
5 1 < 0.1%
 
ValueCountFrequency (%) 
0 125850 99.9%
 
1 104 0.1%
 
2 9 < 0.1%
 
3 5 < 0.1%
 
4 3 < 0.1%
 
ValueCountFrequency (%) 
5 1 < 0.1%
 
4 3 < 0.1%
 
3 5 < 0.1%
 
2 9 < 0.1%
 
1 104 0.1%
 

num_file_creations
Real number (ℝ≥0)

SKEWED
ZEROS
Distinct count35
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.01266948211
Minimum0
Maximum43
Zeros125685
Zeros (%)99.8%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum43
Range43
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4839369889
Coefficient of variation (CV)38.19706163
Kurtosis3603.28308
Mean0.01266948211
Median Absolute Deviation (MAD)0.02528123486
Skewness55.66511972
Sum1596
Variance0.2341950092
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 18.5 43. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 125685 99.8%
 
1 151 0.1%
 
2 41 < 0.1%
 
4 13 < 0.1%
 
15 5 < 0.1%
 
3 5 < 0.1%
 
5 5 < 0.1%
 
8 5 < 0.1%
 
10 5 < 0.1%
 
17 5 < 0.1%
 
Other values (25) 52 < 0.1%
 
ValueCountFrequency (%) 
0 125685 99.8%
 
1 151 0.1%
 
2 41 < 0.1%
 
3 5 < 0.1%
 
4 13 < 0.1%
 
ValueCountFrequency (%) 
43 1 < 0.1%
 
40 3 < 0.1%
 
38 1 < 0.1%
 
36 1 < 0.1%
 
34 1 < 0.1%
 

num_outbound_cmds
Boolean

CONST
Distinct count1
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size984.3 KiB
0
125972
ValueCountFrequency (%) 
0 125972 100.0%
 

num_root
Real number (ℝ≥0)

SKEWED
ZEROS
HIGH CORRELATION
Distinct count82
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3021941384
Minimum0
Maximum7468
Zeros125323
Zeros (%)99.5%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum7468
Range7468
Interquartile range (IQR)0

Descriptive statistics

Standard deviation24.39971492
Coefficient of variation (CV)80.74185373
Kurtosis70069.6526
Mean0.3021941384
Median Absolute Deviation (MAD)0.6012745055
Skewness236.9127838
Sum38068
Variance595.3460882
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 5.500e+00 ... 8.500e+00 9.500e+00 2.200e+02 1.019e+03 7.468e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 125323 99.5%
 
1 273 0.2%
 
9 121 0.1%
 
6 99 0.1%
 
2 33 < 0.1%
 
5 24 < 0.1%
 
4 12 < 0.1%
 
3 7 < 0.1%
 
7 2 < 0.1%
 
36 2 < 0.1%
 
Other values (72) 76 0.1%
 
ValueCountFrequency (%) 
0 125323 99.5%
 
1 273 0.2%
 
2 33 < 0.1%
 
3 7 < 0.1%
 
4 12 < 0.1%
 
ValueCountFrequency (%) 
7468 1 < 0.1%
 
1743 1 < 0.1%
 
1045 1 < 0.1%
 
993 1 < 0.1%
 
975 1 < 0.1%
 

num_shells
Categorical

Distinct count3
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size984.3 KiB
0
125925
1
 
42
2
 
5
ValueCountFrequency (%) 
0 125925 > 99.9%
 
1 42 < 0.1%
 
2 5 < 0.1%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

protocol_type
Categorical

HIGH CORRELATION
Distinct count3
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size984.3 KiB
tcp
102688
udp
 
14993
icmp
 
8291
ValueCountFrequency (%) 
tcp 102688 81.5%
 
udp 14993 11.9%
 
icmp 8291 6.6%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length4
Mean length3.065816213
Min length3
Scatter

rerror_rate
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count82
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1199594354
Minimum0
Maximum1
Zeros109782
Zeros (%)87.1%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3204366144
Coefficient of variation (CV)2.67120809
Kurtosis3.445782501
Mean0.1199594354
Median Absolute Deviation (MAD)0.2096319693
Skewness2.325517754
Sum15111.53
Variance0.1026796238
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.045 0.085 0.175 ... 0.935 0.955 0.965 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 109782 87.1%
 
1 12874 10.2%
 
0.9 269 0.2%
 
0.92 216 0.2%
 
0.93 210 0.2%
 
0.89 196 0.2%
 
0.91 187 0.1%
 
0.5 163 0.1%
 
0.88 141 0.1%
 
0.95 137 0.1%
 
Other values (72) 1797 1.4%
 
ValueCountFrequency (%) 
0 109782 87.1%
 
0.01 61 < 0.1%
 
0.02 77 0.1%
 
0.03 99 0.1%
 
0.04 55 < 0.1%
 
ValueCountFrequency (%) 
1 12874 10.2%
 
0.99 23 < 0.1%
 
0.98 17 < 0.1%
 
0.97 32 < 0.1%
 
0.96 72 0.1%
 

root_shell
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size984.3 KiB
0
125803
1
 
169
ValueCountFrequency (%) 
0 125803 99.9%
 
1 169 0.1%
 

same_srv_rate
Real number (ℝ≥0)

ZEROS
Distinct count101
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.6609249675
Minimum0
Maximum1
Zeros2766
Zeros (%)2.2%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.01
Q10.09
median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0.91

Descriptive statistics

Standard deviation0.4396235693
Coefficient of variation (CV)0.6651641124
Kurtosis-1.609780542
Mean0.6609249675
Median Absolute Deviation (MAD)0.4197549313
Skewness-0.5724865372
Sum83258.04
Variance0.1932688827
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.035 0.065 ... 0.965 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 76811 61.0%
 
0.01 4027 3.2%
 
0.02 3616 2.9%
 
0.03 3503 2.8%
 
0.07 3438 2.7%
 
0.04 3227 2.6%
 
0.06 3220 2.6%
 
0.05 3088 2.5%
 
0.08 2815 2.2%
 
0 2766 2.2%
 
Other values (91) 19461 15.4%
 
ValueCountFrequency (%) 
0 2766 2.2%
 
0.01 4027 3.2%
 
0.02 3616 2.9%
 
0.03 3503 2.8%
 
0.04 3227 2.6%
 
ValueCountFrequency (%) 
1 76811 61.0%
 
0.99 759 0.6%
 
0.98 97 0.1%
 
0.97 44 < 0.1%
 
0.96 16 < 0.1%
 

serror_rate
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count89
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2844867907
Minimum0
Maximum1
Zeros86828
Zeros (%)68.9%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.4464566769
Coefficient of variation (CV)1.569340621
Kurtosis-1.054627756
Mean0.2844867907
Median Absolute Deviation (MAD)0.4010075794
Skewness0.9631882247
Sum35837.37
Variance0.1993235643
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.925 0.965 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 86828 68.9%
 
1 34439 27.3%
 
0.5 493 0.4%
 
0.33 321 0.3%
 
0.07 305 0.2%
 
0.06 298 0.2%
 
0.08 254 0.2%
 
0.99 250 0.2%
 
0.01 216 0.2%
 
0.25 208 0.2%
 
Other values (79) 2360 1.9%
 
ValueCountFrequency (%) 
0 86828 68.9%
 
0.01 216 0.2%
 
0.02 84 0.1%
 
0.03 150 0.1%
 
0.04 131 0.1%
 
ValueCountFrequency (%) 
1 34439 27.3%
 
0.99 250 0.2%
 
0.98 64 0.1%
 
0.97 79 0.1%
 
0.96 41 < 0.1%
 

service
Categorical

HIGH CARDINALITY
HIGH CORRELATION
Distinct count70
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size984.3 KiB
http
40338
private
21853
domain_u
9043
smtp
 
7313
ftp_data
 
6859
Other values (65)
40566
ValueCountFrequency (%) 
http 40338 32.0%
 
private 21853 17.3%
 
domain_u 9043 7.2%
 
smtp 7313 5.8%
 
ftp_data 6859 5.4%
 
eco_i 4586 3.6%
 
other 4359 3.5%
 
ecr_i 3077 2.4%
 
telnet 2353 1.9%
 
finger 1767 1.4%
 
Other values (60) 24424 19.4%
 

Composition

Contains charsTrue
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length11
Mean length5.466429048
Min length3
Scatter

src_bytes
Real number (ℝ≥0)

SKEWED
ZEROS
Distinct count3341
Unique (%)2.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean45567.10082
Minimum0
Maximum1379963888
Zeros49392
Zeros (%)39.2%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median44
Q3276
95-th percentile1480
Maximum1379963888
Range1379963888
Interquartile range (IQR)276

Descriptive statistics

Standard deviation5870354.481
Coefficient of variation (CV)128.8287904
Kurtosis39353.80883
Mean45567.10082
Median Absolute Deviation (MAD)89289.66353
Skewness190.6685901
Sum5740178825
Variance3.446106173e+13
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 5.00000000e-01 2.50000000e+00 4.50000000e+00 5.50000000e+00 ... 5.13265000e+06 5.13387650e+06 5.40016300e+06 2.31821480e+07 1.37996389e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 49392 39.2%
 
8 3691 2.9%
 
1 2432 1.9%
 
44 2334 1.9%
 
45 2089 1.7%
 
1032 2001 1.6%
 
46 1294 1.0%
 
43 1284 1.0%
 
105 998 0.8%
 
147 948 0.8%
 
Other values (3331) 59509 47.2%
 
ValueCountFrequency (%) 
0 49392 39.2%
 
1 2432 1.9%
 
4 2 < 0.1%
 
5 28 < 0.1%
 
6 147 0.1%
 
ValueCountFrequency (%) 
1379963888 1 < 0.1%
 
1167519497 1 < 0.1%
 
693375640 1 < 0.1%
 
621568663 1 < 0.1%
 
381709090 1 < 0.1%
 

srv_count
Real number (ℝ≥0)

Distinct count509
Unique (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean27.73809259
Minimum0
Maximum511
Zeros13
Zeros (%)< 0.1%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q12
median8
Q318
95-th percentile158
Maximum511
Range511
Interquartile range (IQR)16

Descriptive statistics

Standard deviation72.63609175
Coefficient of variation (CV)2.618640467
Kurtosis24.24426877
Mean27.73809259
Median Absolute Deviation (MAD)34.38090015
Skewness4.694142224
Sum3494223
Variance5276.001825
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 5.075e+02 5.085e+02 5.095e+02 5.105e+02 5.110e+02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 25398 20.2%
 
2 12819 10.2%
 
3 6336 5.0%
 
4 5526 4.4%
 
5 4636 3.7%
 
6 4156 3.3%
 
7 3992 3.2%
 
8 3697 2.9%
 
9 3528 2.8%
 
11 3293 2.6%
 
Other values (499) 52591 41.7%
 
ValueCountFrequency (%) 
0 13 < 0.1%
 
1 25398 20.2%
 
2 12819 10.2%
 
3 6336 5.0%
 
4 5526 4.4%
 
ValueCountFrequency (%) 
511 1012 0.8%
 
510 160 0.1%
 
509 49 < 0.1%
 
508 11 < 0.1%
 
507 3 < 0.1%
 

srv_diff_host_rate
Real number (ℝ≥0)

ZEROS
Distinct count60
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.09732242086
Minimum0
Maximum1
Zeros97573
Zeros (%)77.5%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2598313847
Coefficient of variation (CV)2.669799851
Kurtosis6.816217011
Mean0.09732242086
Median Absolute Deviation (MAD)0.1571148359
Skewness2.86033944
Sum12259.9
Variance0.0675123485
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.775 0.815 0.855 0.94 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 97573 77.5%
 
1 8143 6.5%
 
0.01 2865 2.3%
 
0.5 982 0.8%
 
0.67 975 0.8%
 
0.12 904 0.7%
 
0.33 790 0.6%
 
0.02 771 0.6%
 
0.11 732 0.6%
 
0.25 724 0.6%
 
Other values (50) 11513 9.1%
 
ValueCountFrequency (%) 
0 97573 77.5%
 
0.01 2865 2.3%
 
0.02 771 0.6%
 
0.03 218 0.2%
 
0.04 187 0.1%
 
ValueCountFrequency (%) 
1 8143 6.5%
 
0.88 1 < 0.1%
 
0.83 7 < 0.1%
 
0.8 60 < 0.1%
 
0.75 235 0.2%
 

srv_rerror_rate
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count62
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1211842314
Minimum0
Maximum1
Zeros109766
Zeros (%)87.1%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3236483325
Coefficient of variation (CV)2.67071325
Kurtosis3.445769583
Mean0.1211842314
Median Absolute Deviation (MAD)0.211542988
Skewness2.327018991
Sum15265.82
Variance0.1047482431
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.055 0.125 ... 0.745 0.755 0.895 0.98 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 109766 87.1%
 
1 14827 11.8%
 
0.5 244 0.2%
 
0.33 160 0.1%
 
0.25 114 0.1%
 
0.2 92 0.1%
 
0.17 73 0.1%
 
0.04 50 < 0.1%
 
0.03 47 < 0.1%
 
0.14 45 < 0.1%
 
Other values (52) 554 0.4%
 
ValueCountFrequency (%) 
0 109766 87.1%
 
0.01 3 < 0.1%
 
0.02 40 < 0.1%
 
0.03 47 < 0.1%
 
0.04 50 < 0.1%
 
ValueCountFrequency (%) 
1 14827 11.8%
 
0.96 2 < 0.1%
 
0.95 1 < 0.1%
 
0.92 2 < 0.1%
 
0.9 1 < 0.1%
 

srv_serror_rate
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count86
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2824876163
Minimum0
Maximum1
Zeros88753
Zeros (%)70.5%
Memory size984.3 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.4470235641
Coefficient of variation (CV)1.582453666
Kurtosis-1.044317647
Mean0.2824876163
Median Absolute Deviation (MAD)0.4012191953
Skewness0.9705849551
Sum35585.53
Variance0.1998300669
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.085 0.125 ... 0.875 0.945 0.955 0.98 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 88753 70.5%
 
1 34874 27.7%
 
0.5 432 0.3%
 
0.33 273 0.2%
 
0.25 233 0.2%
 
0.2 132 0.1%
 
0.17 114 0.1%
 
0.05 93 0.1%
 
0.03 92 0.1%
 
0.04 83 0.1%
 
Other values (76) 893 0.7%
 
ValueCountFrequency (%) 
0 88753 70.5%
 
0.01 6 < 0.1%
 
0.02 60 < 0.1%
 
0.03 92 0.1%
 
0.04 83 0.1%
 
ValueCountFrequency (%) 
1 34874 27.7%
 
0.96 1 < 0.1%
 
0.95 40 < 0.1%
 
0.94 13 < 0.1%
 
0.93 8 < 0.1%
 

su_attempted
Categorical

Distinct count3
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size984.3 KiB
0
125892
2
 
59
1
 
21
ValueCountFrequency (%) 
0 125892 99.9%
 
2 59 < 0.1%
 
1 21 < 0.1%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

urgent
Categorical

Distinct count4
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size984.3 KiB
0
125963
1
 
5
2
 
3
3
 
1
ValueCountFrequency (%) 
0 125963 > 99.9%
 
1 5 < 0.1%
 
2 3 < 0.1%
 
3 1 < 0.1%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

wrong_fragment
Categorical

Distinct count3
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size984.3 KiB
0
124882
3
 
884
1
 
206
ValueCountFrequency (%) 
0 124882 99.1%
 
3 884 0.7%
 
1 206 0.2%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

Correlations

Missing values

Sample

First rows

Attack_classAttack_typecountdiff_srv_ratedst_bytesdst_host_countdst_host_diff_srv_ratedst_host_rerror_ratedst_host_same_src_port_ratedst_host_same_srv_ratedst_host_serror_ratedst_host_srv_countdst_host_srv_diff_host_ratedst_host_srv_rerror_ratedst_host_srv_serror_ratedurationflaghotis_guest_loginis_host_loginlandlast_flaglogged_innum_access_filesnum_compromisednum_failed_loginsnum_file_creationsnum_outbound_cmdsnum_rootnum_shellsprotocol_typererror_rateroot_shellsame_srv_rateserror_rateservicesrc_bytessrv_countsrv_diff_host_ratesrv_rerror_ratesrv_serror_ratesu_attemptedurgentwrong_fragment
0normal0130.1502550.600.00.880.000.0010.000.000.000SF00001500000000udp0.000.080.0other14610.000.00.0000
1DOS11230.0702550.050.00.000.101.00260.000.001.000S000001900000000tcp0.000.051.0private060.000.01.0000
2normal050.008153300.000.00.031.000.032550.040.010.010SF00002110000000tcp0.001.000.2http23250.000.00.2000
3normal0300.004202550.000.00.001.000.002550.000.000.000SF00002110000000tcp0.001.000.0http199320.090.00.0000
4DOS11210.0602550.071.00.000.070.00190.001.000.000REJ00002100000000tcp1.000.160.0private0190.001.00.0000
5DOS11660.0602550.050.00.000.041.0090.000.001.000S000002100000000tcp0.000.051.0private090.000.01.0000
6DOS11170.0602550.070.00.000.061.00150.000.001.000S000002100000000tcp0.000.141.0private0160.000.01.0000
7DOS12700.0502550.050.00.000.091.00230.000.001.000S000002100000000tcp0.000.091.0remote_job0230.000.01.0000
8DOS11330.0602550.060.00.000.051.00130.000.001.000S000002100000000tcp0.000.061.0private080.000.01.0000
9DOS12050.0602550.071.00.000.050.00120.001.000.000REJ00002100000000tcp1.000.060.0private0120.001.00.0000

Last rows

Attack_classAttack_typecountdiff_srv_ratedst_bytesdst_host_countdst_host_diff_srv_ratedst_host_rerror_ratedst_host_same_src_port_ratedst_host_same_srv_ratedst_host_serror_ratedst_host_srv_countdst_host_srv_diff_host_ratedst_host_srv_rerror_ratedst_host_srv_serror_ratedurationflaghotis_guest_loginis_host_loginlandlast_flaglogged_innum_access_filesnum_compromisednum_failed_loginsnum_file_creationsnum_outbound_cmdsnum_rootnum_shellsprotocol_typererror_rateroot_shellsame_srv_rateserror_rateservicesrc_bytessrv_countsrv_diff_host_ratesrv_rerror_ratesrv_serror_ratesu_attemptedurgentwrong_fragment
125962normal030.0016002550.000.000.001.000.002550.000.00.00SF00002110000000tcp0.001.000.00http33430.000.00.00000
125963DOS11280.0502550.060.000.000.051.00120.000.01.00S000002100000000tcp0.000.071.00private090.000.01.00000
125964normal010.0036510.000.001.001.000.0021.000.00.00SF00001910000000tcp0.001.000.00smtp223310.000.00.00000
125965DOS11130.0702550.070.000.000.051.00130.000.01.00S000002100000000tcp0.000.031.00private030.000.01.00000
125966normal030.0037530.000.000.331.000.332550.040.00.00SF00001810000000tcp0.001.000.33http359110.180.00.09000
125967DOS11840.0602550.060.000.000.101.00250.000.01.00S000002000000000tcp0.000.141.00private0250.000.01.00000
125968normal020.001452550.010.000.010.960.002440.000.00.08SF00002100000000udp0.001.000.00private10520.000.00.00000
125969normal010.003842550.060.010.000.120.72300.000.00.00SF00001810000000tcp0.001.000.00smtp223110.000.00.00000
125970DOS11440.0502550.050.000.000.031.0080.000.01.00S000002000000000tcp0.000.061.00klogin080.000.01.00000
125971normal010.0002550.030.000.300.300.00770.000.00.00SF00002110000000tcp0.001.000.00ftp_data15110.000.00.00000